Retailbox
#04Professional Services202595% faster response time

AI-Powered Project Screening

Digital Agency

Dual Claude AI models (Sonnet + Opus) for automated project screening, achieving 94% decision accuracy and $45K monthly revenue increase.

n8nClaude AIMonday.com

The challenge

Agency received 200+ Upwork job invitations per week. Manual screening ate 8-10 hours and caused them to miss high-value projects due to slow response times.

What we built

Built a dual-model pipeline with Claude Sonnet handling fast filtering (budget, keywords, red flags) and Claude Opus doing deep analysis (tech fit, scope fit, client risk) on qualified leads. Routed scored leads into Monday.com with auto-drafted proposals for top matches.

Outcomes

  • Response time: 6 hours → 20 minutes (95% faster)
  • 94% decision accuracy vs manual baseline
  • +$45K monthly recurring revenue from captured leads
  • Team freed up 8+ hours per week for actual work

Have a similar problem?

30-minute call. Free. We'll tell you honestly if we can help.